{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "NVE Neighbor List.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "tYUUT2SvD6B3"
      ],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/google/jax-md/blob/master/notebooks/nve_neighbor_list.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kNDQ02qlDnNW",
        "cellView": "form"
      },
      "source": [
        "#@title Imports & Utils\n",
        "\n",
        "!pip install jax-md\n",
        "\n",
        "import numpy as onp\n",
        "\n",
        "from jax.config import config ; config.update('jax_enable_x64', True)\n",
        "import jax.numpy as np\n",
        "from jax import random\n",
        "from jax import jit\n",
        "from jax import lax\n",
        "\n",
        "import time\n",
        "\n",
        "from jax_md import space, smap, energy, quantity, simulate, partition\n",
        "\n",
        "import matplotlib\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "  \n",
        "sns.set_style(style='white')\n",
        "\n",
        "def format_plot(x, y):  \n",
        "  plt.xlabel(x, fontsize=20)\n",
        "  plt.ylabel(y, fontsize=20)\n",
        "  \n",
        "def finalize_plot(shape=(1, 1)):\n",
        "  plt.gcf().set_size_inches(\n",
        "    shape[0] * 1.5 * plt.gcf().get_size_inches()[1], \n",
        "    shape[1] * 1.5 * plt.gcf().get_size_inches()[1])\n",
        "  plt.tight_layout()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uxCDg0ioWh70"
      },
      "source": [
        "# Constant Energy Simulation With Neighbor Lists"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rMEPhwd5Zmgh"
      },
      "source": [
        "Setup some system parameters."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UwCBspaWUpcq"
      },
      "source": [
        "Nx = particles_per_side = 80\n",
        "spacing = np.float32(1.25)\n",
        "side_length = Nx * spacing\n",
        "\n",
        "R = onp.stack([onp.array(r) for r in onp.ndindex(Nx, Nx)]) * spacing\n",
        "R = np.array(R, np.float64)"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2ELYvN_BVWDG",
        "cellView": "form",
        "outputId": "03cc95ab-e777-4973-a753-1071aabaa1e5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 873
        }
      },
      "source": [
        "#@title Draw the initial state\n",
        "ms = 10\n",
        "R_plt = onp.array(R)\n",
        "\n",
        "plt.plot(R_plt[:, 0], R_plt[:, 1], 'o', markersize=ms * 0.5)\n",
        "\n",
        "plt.xlim([0, np.max(R[:, 0])])\n",
        "plt.ylim([0, np.max(R[:, 1])])\n",
        "\n",
        "plt.axis('off')\n",
        "\n",
        "finalize_plot((2, 2))"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0ZCM5VGVaNin"
      },
      "source": [
        "Construct two versions of the energy function with and without neighbor lists."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cTSq5KH4XrxS"
      },
      "source": [
        "displacement, shift = space.periodic(side_length)\n",
        "\n",
        "neighbor_fn, energy_fn = energy.lennard_jones_neighbor_list(displacement, \n",
        "                                                            side_length)\n",
        "energy_fn = jit(energy_fn)\n",
        "\n",
        "exact_energy_fn = jit(energy.lennard_jones_pair(displacement))\n",
        "\n",
        "nbrs = neighbor_fn(R)"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8vIszltjZMo_",
        "outputId": "626e6b8a-60b3-482e-dc61-b1c2e96ed1b5",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "# Run once so that we avoid the jit compilation time.\n",
        "print('E = {}'.format(energy_fn(R, neighbor=nbrs)))\n",
        "print('E_ex = {}'.format(exact_energy_fn(R)))"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "E = -11526.081609728004\n",
            "E_ex = -11526.081609727156\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9A82TbQ8YI6j",
        "outputId": "030a3c6c-5af6-4ae5-d4ae-691a5f8fb848",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "%%timeit\n",
        "energy_fn(R, neighbor=nbrs).block_until_ready()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "The slowest run took 8.25 times longer than the fastest. This could mean that an intermediate result is being cached.\n",
            "1000 loops, best of 3: 329 µs per loop\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kx5aPVnoYaKC",
        "outputId": "8f67d4db-c826-4736-d0b5-bdee0e27949e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "%%timeit\n",
        "exact_energy_fn(R).block_until_ready()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "1000 loops, best of 3: 1.11 ms per loop\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TlRp59DYVFDJ"
      },
      "source": [
        "displacement, shift = space.periodic(side_length)\n",
        "\n",
        "init_fn, apply_fn = simulate.nve(energy_fn, shift, 1e-3)\n",
        "state = init_fn(random.PRNGKey(0), R, neighbor=nbrs)\n",
        "\n",
        "def body_fn(i, state):\n",
        "  state, nbrs = state\n",
        "  nbrs = neighbor_fn(state.position, nbrs)\n",
        "  state = apply_fn(state, neighbor=nbrs)\n",
        "  return state, nbrs\n",
        "\n",
        "step = 0\n",
        "while step < 40:\n",
        "  new_state, nbrs = lax.fori_loop(0, 100, body_fn, (state, nbrs))\n",
        "  if nbrs.did_buffer_overflow:\n",
        "    nbrs = neighbor_fn(state.position)\n",
        "  else:\n",
        "    state = new_state\n",
        "    step += 1"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "c5CMTjhGVyl4",
        "cellView": "form",
        "outputId": "b78a26ac-8794-4832-966c-8aff20b3b6df",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 873
        }
      },
      "source": [
        "#@title Draw the final state\n",
        "ms = 10\n",
        "R_plt = onp.array(state.position)\n",
        "\n",
        "plt.plot(R_plt[:, 0], R_plt[:, 1], 'o', markersize=ms * 0.5)\n",
        "\n",
        "plt.xlim([0, np.max(R[:, 0])])\n",
        "plt.ylim([0, np.max(R[:, 1])])\n",
        "\n",
        "plt.axis('off')\n",
        "\n",
        "finalize_plot((2, 2))"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 864x864 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}